{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "using PyPlot, Seismic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "dt = 0.002;\n",
    "fn = 1/(2*dt);\n",
    "\n",
    "# Ricker\n",
    "w1 = Ricker(dt=dt);\n",
    "nw = length(w1);\n",
    "nc = floor(Int, nw/2);\n",
    "t1 = dt*collect(-nc:1:nc);\n",
    "nf = 8*nextpow2(nw);\n",
    "df = 1/(nf*dt);\n",
    "f1 = df*collect(0:1:nf-1);\n",
    "wpad = cat(1,w1,zeros(nf-nw));\n",
    "W1 = abs.(fft(wpad));\n",
    "W1 = W1/maximum(W1);\n",
    "\n",
    "# Ormsby\n",
    "w2 = Ormsby(dt=dt, f=[5.0, 10.0, 30.0, 55.0]);\n",
    "nw = length(w2);\n",
    "t2 = dt*collect(0:1:nw-1);\n",
    "nf = 8*nextpow2(nw);\n",
    "df = 1/(nf*dt);\n",
    "f2 = df*collect(0:1:nf-1);\n",
    "wpad = cat(1,w2,zeros(nf-nw));\n",
    "W2 = abs.(fft(wpad));\n",
    "W2 = W2/maximum(W2);\n",
    "\n",
    "# Berlage\n",
    "w3 = Berlage(dt=dt);\n",
    "nw = length(w3);\n",
    "t3 = dt*collect(0:1:nw-1);\n",
    "nf = 8*nextpow2(nw);\n",
    "df = 1/(nf*dt);\n",
    "f3 = df*collect(0:1:nf-1);\n",
    "wpad = cat(1,w3,zeros(nf-nw));\n",
    "W3 = abs.(fft(wpad));\n",
    "W3 = W3/maximum(W3);\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x7fbf756e3f50>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x7fbf7255a7d0>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "figure(\"Suite of wavelets in time\")\n",
    "\n",
    "subplot(221)\n",
    "plot(t1, w1)\n",
    "axis(\"tight\")\n",
    "xlabel(\"Time (s)\")\n",
    "title(\"Ricker wavelet\")\n",
    "\n",
    "subplot(222)\n",
    "plot(t2, w2)\n",
    "axis(\"tight\")\n",
    "xlabel(\"Time (s)\")\n",
    "title(\"Ormsby wavelet\")\n",
    "\n",
    "subplot(223)\n",
    "plot(t3, w3)\n",
    "axis(\"tight\")\n",
    "xlabel(\"Time (s)\")\n",
    "title(\"Berlage wavelet\")\n",
    "\n",
    "tight_layout()\n",
    "\n",
    "figure(\"Suite of amplitude spectrums\")\n",
    "\n",
    "subplot(221)\n",
    "plot(f1, W1)\n",
    "xlim([0, fn])\n",
    "xlabel(\"Frequency (Hz)\")\n",
    "title(\"Ricker spectrum\")\n",
    "     \n",
    "subplot(222)\n",
    "plot(f2, W2)\n",
    "xlim([0, fn])\n",
    "xlabel(\"Frequency (Hz)\")\n",
    "title(\"Ormsby spectrum\")\n",
    "\n",
    "subplot(223)\n",
    "plot(f3, W3)\n",
    "xlim([0, fn])\n",
    "xlabel(\"Frequency (Hz)\")\n",
    "title(\"Berlage spectrum\")\n",
    "\n",
    "tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Julia 0.6.0",
   "language": "julia",
   "name": "julia-0.6"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "0.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
